{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "98300ae7",
   "metadata": {},
   "source": [
    "# Conditional Normalizing Flow Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4dcd74be",
   "metadata": {},
   "source": [
    "Here, we train a conditional normalizing flow model $q(x|c)$. Our target $p(x|c)$ is a simple 2D Gaussian $\\mathcal{N}(x|\\mu, \\sigma)$, where we condition on the mean $\\mu$ and standard deviation $\\sigma$, i.e. $c = (\\mu, \\sigma)$. We apply conditional autoregressive and coupling neural spline flows as well as a conditional masked autoregressive flow to the problem."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "800ae93f",
   "metadata": {},
   "source": [
    "## Setup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7f293277",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import packages\n",
    "import torch\n",
    "import numpy as np\n",
    "import normflows as nf\n",
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from tqdm import tqdm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f879b0d7",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get device to be used\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1da0f36b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define target\n",
    "target = nf.distributions.target.ConditionalDiagGaussian()\n",
    "context_size = 4\n",
    "\n",
    "# Plot target\n",
    "grid_size = 100\n",
    "xx, yy = torch.meshgrid(torch.linspace(-2, 2, grid_size), torch.linspace(-2, 2, grid_size), indexing='ij')\n",
    "zz = torch.cat([xx.unsqueeze(2), yy.unsqueeze(2)], 2).view(-1, 2)\n",
    "zz = zz.to(device)\n",
    "context_plot = torch.cat([torch.tensor([0.3, 0.9]).to(device) + torch.zeros_like(zz), \n",
    "                          0.6 * torch.ones_like(zz)], dim=-1)\n",
    "logp = target.log_prob(zz, context_plot)\n",
    "p_target = torch.exp(logp).view(*xx.shape).cpu().data.numpy()\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pcolormesh(xx, yy, p_target, shading='auto')\n",
    "plt.gca().set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "253c7e56",
   "metadata": {},
   "source": [
    "## Autoregressive Neural Spline Flow"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8fa2c33",
   "metadata": {},
   "source": [
    "### Model specification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "07aad838",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define flows\n",
    "K = 4\n",
    "\n",
    "latent_size = 2\n",
    "hidden_units = 128\n",
    "hidden_layers = 2\n",
    "\n",
    "flows = []\n",
    "for i in range(K):\n",
    "    flows += [nf.flows.AutoregressiveRationalQuadraticSpline(latent_size, hidden_layers, hidden_units, \n",
    "                                                             num_context_channels=context_size)]\n",
    "    flows += [nf.flows.LULinearPermute(latent_size)]\n",
    "\n",
    "# Set base distribution\n",
    "q0 = nf.distributions.DiagGaussian(2, trainable=False)\n",
    "    \n",
    "# Construct flow model\n",
    "model = nf.ConditionalNormalizingFlow(q0, flows, target)\n",
    "\n",
    "# Move model on GPU if available\n",
    "model = model.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ed5033a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot initial flow distribution, target as contours\n",
    "model.eval()\n",
    "log_prob = model.log_prob(zz, context_plot).to('cpu').view(*xx.shape)\n",
    "model.train()\n",
    "prob = torch.exp(log_prob)\n",
    "prob[torch.isnan(prob)] = 0\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pcolormesh(xx, yy, prob.data.numpy(), shading='auto')\n",
    "plt.contour(xx, yy, p_target, cmap=plt.get_cmap('cool'), linewidths=2)\n",
    "plt.gca().set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9efbd3cc",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c623fcd5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████| 5000/5000 [01:34<00:00, 52.69it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Train model\n",
    "max_iter = 5000\n",
    "batch_size= 128\n",
    "\n",
    "loss_hist = np.array([])\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=3e-4, weight_decay=1e-5)\n",
    "\n",
    "\n",
    "for it in tqdm(range(max_iter)):\n",
    "    optimizer.zero_grad()\n",
    "    \n",
    "    # Get training samples\n",
    "    context = torch.cat([torch.randn((batch_size, 2), device=device), \n",
    "                         0.5 + 0.5 * torch.rand((batch_size, 2), device=device)], \n",
    "                        dim=-1)\n",
    "    x = target.sample(batch_size, context)\n",
    "    \n",
    "    # Compute loss\n",
    "    loss = model.forward_kld(x, context)\n",
    "    \n",
    "    # Do backprop and optimizer step\n",
    "    if ~(torch.isnan(loss) | torch.isinf(loss)):\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "    \n",
    "    # Log loss\n",
    "    loss_hist = np.append(loss_hist, loss.to('cpu').data.numpy())\n",
    "\n",
    "# Plot loss\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.plot(loss_hist, label='loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9075d739",
   "metadata": {},
   "source": [
    "### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0c71f812",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot trained flow distribution, target as contours\n",
    "model.eval()\n",
    "log_prob = model.log_prob(zz, context_plot).to('cpu').view(*xx.shape)\n",
    "model.train()\n",
    "prob = torch.exp(log_prob)\n",
    "prob[torch.isnan(prob)] = 0\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pcolormesh(xx, yy, prob.data.numpy(), shading='auto')\n",
    "plt.contour(xx, yy, p_target, cmap=plt.get_cmap('cool'), linewidths=2)\n",
    "plt.gca().set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "61542283",
   "metadata": {},
   "source": [
    "## Coupling Neural Spline Flow"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50b6c422",
   "metadata": {},
   "source": [
    "### Model specification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "df4e32f5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define flows\n",
    "K = 4\n",
    "\n",
    "latent_size = 2\n",
    "hidden_units = 128\n",
    "hidden_layers = 2\n",
    "\n",
    "flows = []\n",
    "for i in range(K):\n",
    "    flows += [nf.flows.CoupledRationalQuadraticSpline(latent_size, hidden_layers, hidden_units, \n",
    "                                                      num_context_channels=context_size)]\n",
    "    flows += [nf.flows.LULinearPermute(latent_size)]\n",
    "\n",
    "# Set base distribution\n",
    "q0 = nf.distributions.DiagGaussian(2, trainable=False)\n",
    "    \n",
    "# Construct flow model\n",
    "model = nf.ConditionalNormalizingFlow(q0, flows, target)\n",
    "\n",
    "# Move model on GPU if available\n",
    "model = model.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "3b803cb2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot initial flow distribution, target as contours\n",
    "model.eval()\n",
    "log_prob = model.log_prob(zz, context_plot).to('cpu').view(*xx.shape)\n",
    "model.train()\n",
    "prob = torch.exp(log_prob)\n",
    "prob[torch.isnan(prob)] = 0\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pcolormesh(xx, yy, prob.data.numpy(), shading='auto')\n",
    "plt.contour(xx, yy, p_target, cmap=plt.get_cmap('cool'), linewidths=2)\n",
    "plt.gca().set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74bbe0d7",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "029a1790",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████| 5000/5000 [02:16<00:00, 36.51it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Train model\n",
    "max_iter = 5000\n",
    "batch_size= 128\n",
    "\n",
    "loss_hist = np.array([])\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=3e-4, weight_decay=1e-5)\n",
    "\n",
    "\n",
    "for it in tqdm(range(max_iter)):\n",
    "    optimizer.zero_grad()\n",
    "    \n",
    "    # Get training samples\n",
    "    context = torch.cat([torch.randn((batch_size, 2), device=device), \n",
    "                         0.5 + 0.5 * torch.rand((batch_size, 2), device=device)], \n",
    "                        dim=-1)\n",
    "    x = target.sample(batch_size, context)\n",
    "    \n",
    "    # Compute loss\n",
    "    loss = model.forward_kld(x, context)\n",
    "    \n",
    "    # Do backprop and optimizer step\n",
    "    if ~(torch.isnan(loss) | torch.isinf(loss)):\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "    \n",
    "    # Log loss\n",
    "    loss_hist = np.append(loss_hist, loss.to('cpu').data.numpy())\n",
    "\n",
    "# Plot loss\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.plot(loss_hist, label='loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "900ba831",
   "metadata": {},
   "source": [
    "### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "bc9199b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot trained flow distribution, target as contours\n",
    "model.eval()\n",
    "log_prob = model.log_prob(zz, context_plot).to('cpu').view(*xx.shape)\n",
    "model.train()\n",
    "prob = torch.exp(log_prob)\n",
    "prob[torch.isnan(prob)] = 0\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pcolormesh(xx, yy, prob.data.numpy(), shading='auto')\n",
    "plt.contour(xx, yy, p_target, cmap=plt.get_cmap('cool'), linewidths=2)\n",
    "plt.gca().set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb5fef3d",
   "metadata": {},
   "source": [
    "## Masked Autoregressive Flow"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7153ece3",
   "metadata": {},
   "source": [
    "### Model specification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1b7ee5fd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define flows\n",
    "K = 4\n",
    "\n",
    "latent_size = 2\n",
    "hidden_units = 128\n",
    "num_blocks = 2\n",
    "\n",
    "flows = []\n",
    "for i in range(K):\n",
    "    flows += [nf.flows.MaskedAffineAutoregressive(latent_size, hidden_units, \n",
    "                                                  context_features=context_size, \n",
    "                                                  num_blocks=num_blocks)]\n",
    "    flows += [nf.flows.LULinearPermute(latent_size)]\n",
    "\n",
    "# Set base distribution\n",
    "q0 = nf.distributions.DiagGaussian(2, trainable=False)\n",
    "    \n",
    "# Construct flow model\n",
    "model = nf.ConditionalNormalizingFlow(q0, flows, target)\n",
    "\n",
    "# Move model on GPU if available\n",
    "model = model.to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7376e12e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot initial flow distribution, target as contours\n",
    "model.eval()\n",
    "log_prob = model.log_prob(zz, context_plot).to('cpu').view(*xx.shape)\n",
    "model.train()\n",
    "prob = torch.exp(log_prob)\n",
    "prob[torch.isnan(prob)] = 0\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pcolormesh(xx, yy, prob.data.numpy(), shading='auto')\n",
    "plt.contour(xx, yy, p_target, cmap=plt.get_cmap('cool'), linewidths=2)\n",
    "plt.gca().set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "09877bb6",
   "metadata": {},
   "source": [
    "### Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "e280c0a2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████| 5000/5000 [02:00<00:00, 41.53it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Train model\n",
    "max_iter = 5000\n",
    "batch_size= 128\n",
    "\n",
    "loss_hist = np.array([])\n",
    "\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3, weight_decay=1e-5)\n",
    "\n",
    "for it in tqdm(range(max_iter)):\n",
    "    optimizer.zero_grad()\n",
    "    \n",
    "    # Get training samples\n",
    "    context = torch.cat([torch.randn((batch_size, 2), device=device), \n",
    "                         0.5 + 0.5 * torch.rand((batch_size, 2), device=device)], \n",
    "                        dim=-1)\n",
    "    x = target.sample(batch_size, context)\n",
    "    \n",
    "    # Compute loss\n",
    "    loss = model.forward_kld(x, context)\n",
    "    \n",
    "    # Do backprop and optimizer step\n",
    "    if ~(torch.isnan(loss) | torch.isinf(loss)):\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "    \n",
    "    # Log loss\n",
    "    loss_hist = np.append(loss_hist, loss.to('cpu').data.numpy())\n",
    "\n",
    "# Plot loss\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.plot(loss_hist, label='loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6f99eb5",
   "metadata": {},
   "source": [
    "### Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3a02bb0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot trained flow distribution, target as contours\n",
    "model.eval()\n",
    "log_prob = model.log_prob(zz, context_plot).to('cpu').view(*xx.shape)\n",
    "model.train()\n",
    "prob = torch.exp(log_prob)\n",
    "prob[torch.isnan(prob)] = 0\n",
    "\n",
    "plt.figure(figsize=(10, 10))\n",
    "plt.pcolormesh(xx, yy, prob.data.numpy(), shading='auto')\n",
    "plt.contour(xx, yy, p_target, cmap=plt.get_cmap('cool'), linewidths=2)\n",
    "plt.gca().set_aspect('equal', 'box')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
